Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 1475 |
| Missing cells | 11 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 120 |
| Duplicate rows (%) | 8.1% |
| Total size in memory | 213.4 KiB |
| Average record size in memory | 148.1 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 10 |
| Dataset has 120 (8.1%) duplicate rows | Duplicates |
System is highly imbalanced (99.2%) | Imbalance |
NOC is highly skewed (γ1 = 36.80615842) | Skewed |
CBO is highly skewed (γ1 = 23.84549055) | Skewed |
fan-in is highly skewed (γ1 = 23.55586028) | Skewed |
LOC is highly skewed (γ1 = 21.12101708) | Skewed |
WMC has 28 (1.9%) zeros | Zeros |
NOC has 1301 (88.2%) zeros | Zeros |
CBO has 223 (15.1%) zeros | Zeros |
LCOM has 469 (31.8%) zeros | Zeros |
fan-in has 438 (29.7%) zeros | Zeros |
fan-out has 382 (25.9%) zeros | Zeros |
LOC has 26 (1.8%) zeros | Zeros |
MAXCC has 104 (7.1%) zeros | Zeros |
AVGCC has 104 (7.1%) zeros | Zeros |
BUGS has 892 (60.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-04-03 00:30:15.345879 |
|---|---|
| Analysis finished | 2024-04-03 00:30:30.616265 |
| Duration | 15.27 seconds |
| Software version | ydata-profiling vv4.6.4 |
| Download configuration | config.json |
System
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 86.6 KiB |
| ant | |
|---|---|
| ------WebKitFormBoundaryIaolhmaqDHSCmiac-- | 1 |
Length
| Max length | 42 |
|---|---|
| Median length | 3 |
| Mean length | 3.0264407 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4464 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | ant |
|---|---|
| 2nd row | ant |
| 3rd row | ant |
| 4th row | ant |
| 5th row | ant |
Common Values
| Value | Count | Frequency (%) |
| ant | 1474 | |
| ------WebKitFormBoundaryIaolhmaqDHSCmiac-- | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ant | 1474 | |
| webkitformboundaryiaolhmaqdhscmiac | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1478 | |
| t | 1475 | |
| n | 1475 | |
| - | 8 | 0.2% |
| o | 3 | 0.1% |
| m | 3 | 0.1% |
| i | 2 | < 0.1% |
| r | 2 | < 0.1% |
| I | 1 | < 0.1% |
| C | 1 | < 0.1% |
| Other values (16) | 16 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4447 | |
| Uppercase Letter | 9 | 0.2% |
| Dash Punctuation | 8 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1478 | |
| t | 1475 | |
| n | 1475 | |
| o | 3 | 0.1% |
| m | 3 | 0.1% |
| i | 2 | < 0.1% |
| r | 2 | < 0.1% |
| q | 1 | < 0.1% |
| h | 1 | < 0.1% |
| l | 1 | < 0.1% |
| Other values (6) | 6 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 1 | |
| C | 1 | |
| S | 1 | |
| H | 1 | |
| D | 1 | |
| B | 1 | |
| F | 1 | |
| K | 1 | |
| W | 1 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 8 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4456 | |
| Common | 8 | 0.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 1478 | |
| t | 1475 | |
| n | 1475 | |
| o | 3 | 0.1% |
| m | 3 | 0.1% |
| i | 2 | < 0.1% |
| r | 2 | < 0.1% |
| I | 1 | < 0.1% |
| C | 1 | < 0.1% |
| S | 1 | < 0.1% |
| Other values (15) | 15 | 0.3% |
Common
| Value | Count | Frequency (%) |
| - | 8 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 1478 | |
| t | 1475 | |
| n | 1475 | |
| - | 8 | 0.2% |
| o | 3 | 0.1% |
| m | 3 | 0.1% |
| i | 2 | < 0.1% |
| r | 2 | < 0.1% |
| I | 1 | < 0.1% |
| C | 1 | < 0.1% |
| Other values (16) | 16 | 0.4% |
WMC
Real number (ℝ)
ZEROS
| Distinct | 54 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.080733 |
| Minimum | 0 |
|---|---|
| Maximum | 511 |
| Zeros | 28 |
| Zeros (%) | 1.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 11 |
| 95-th percentile | 38 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 30.556453 |
|---|---|
| Coefficient of variation (CV) | 2.5293543 |
| Kurtosis | 132.88885 |
| Mean | 12.080733 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 10.030238 |
| Sum | 17807 |
| Variance | 933.6968 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 212 | |
| 2 | 201 | |
| 3 | 158 | |
| 4 | 138 | |
| 1 | 106 | 7.2% |
| 10 | 77 | 5.2% |
| 7 | 74 | 5.0% |
| 12 | 71 | 4.8% |
| 8 | 68 | 4.6% |
| 13 | 62 | 4.2% |
| Other values (44) | 307 |
| Value | Count | Frequency (%) |
| 0 | 28 | 1.9% |
| 1 | 106 | |
| 2 | 201 | |
| 3 | 158 | |
| 4 | 138 | |
| 5 | 212 | |
| 7 | 74 | 5.0% |
| 8 | 68 | 4.6% |
| 10 | 77 | 5.2% |
| 11 | 52 | 3.5% |
| Value | Count | Frequency (%) |
| 511 | 2 | 0.1% |
| 411 | 1 | 0.1% |
| 311 | 2 | 0.1% |
| 211 | 4 | 0.3% |
| 131 | 1 | 0.1% |
| 127 | 1 | 0.1% |
| 111 | 18 | |
| 100 | 1 | 0.1% |
| 78 | 1 | 0.1% |
| 77 | 1 | 0.1% |
DIT
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 86.6 KiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 4.0 | |
| 3.0 | |
| 5.0 | 28 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4422 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 824 | |
| 2.0 | 218 | 14.8% |
| 4.0 | 205 | 13.9% |
| 3.0 | 199 | 13.5% |
| 5.0 | 28 | 1.9% |
| (Missing) | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 824 | |
| 2.0 | 218 | 14.8% |
| 4.0 | 205 | 13.9% |
| 3.0 | 199 | 13.5% |
| 5.0 | 28 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1474 | |
| 0 | 1474 | |
| 1 | 824 | |
| 2 | 218 | 4.9% |
| 4 | 205 | 4.6% |
| 3 | 199 | 4.5% |
| 5 | 28 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2948 | |
| Other Punctuation | 1474 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1474 | |
| 1 | 824 | |
| 2 | 218 | 7.4% |
| 4 | 205 | 7.0% |
| 3 | 199 | 6.8% |
| 5 | 28 | 0.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1474 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4422 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 1474 | |
| 0 | 1474 | |
| 1 | 824 | |
| 2 | 218 | 4.9% |
| 4 | 205 | 4.6% |
| 3 | 199 | 4.5% |
| 5 | 28 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4422 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 1474 | |
| 0 | 1474 | |
| 1 | 824 | |
| 2 | 218 | 4.9% |
| 4 | 205 | 4.6% |
| 3 | 199 | 4.5% |
| 5 | 28 | 0.6% |
NOC
Real number (ℝ)
SKEWED ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.71913161 |
| Minimum | 0 |
|---|---|
| Maximum | 511 |
| Zeros | 1301 |
| Zeros (%) | 88.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 13.497321 |
|---|---|
| Coefficient of variation (CV) | 18.768916 |
| Kurtosis | 1389.7765 |
| Mean | 0.71913161 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 36.806158 |
| Sum | 1060 |
| Variance | 182.17768 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 1301 | |
| 1 | 84 | 5.7% |
| 2 | 36 | 2.4% |
| 3 | 22 | 1.5% |
| 5 | 11 | 0.7% |
| 7 | 4 | 0.3% |
| 4 | 3 | 0.2% |
| 8 | 3 | 0.2% |
| 10 | 3 | 0.2% |
| 35 | 2 | 0.1% |
| Other values (4) | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 1301 | |
| 1 | 84 | 5.7% |
| 2 | 36 | 2.4% |
| 3 | 22 | 1.5% |
| 4 | 3 | 0.2% |
| 5 | 11 | 0.7% |
| 7 | 4 | 0.3% |
| 8 | 3 | 0.2% |
| 10 | 3 | 0.2% |
| 11 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 511 | 1 | 0.1% |
| 52 | 1 | 0.1% |
| 35 | 2 | 0.1% |
| 34 | 1 | 0.1% |
| 11 | 2 | 0.1% |
| 10 | 3 | 0.2% |
| 8 | 3 | 0.2% |
| 7 | 4 | 0.3% |
| 5 | 11 | |
| 4 | 3 | 0.2% |
CBO
Real number (ℝ)
SKEWED ZEROS
| Distinct | 50 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.7462687 |
| Minimum | 0 |
|---|---|
| Maximum | 1111 |
| Zeros | 223 |
| Zeros (%) | 15.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 8 |
| 95-th percentile | 25 |
| Maximum | 1111 |
| Range | 1111 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 34.667631 |
|---|---|
| Coefficient of variation (CV) | 3.9637052 |
| Kurtosis | 712.05866 |
| Mean | 8.7462687 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 23.845491 |
| Sum | 12892 |
| Variance | 1201.8446 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 223 | |
| 5 | 209 | |
| 2 | 189 | |
| 3 | 170 | |
| 4 | 117 | |
| 1 | 79 | 5.4% |
| 10 | 72 | 4.9% |
| 7 | 71 | 4.8% |
| 11 | 62 | 4.2% |
| 8 | 57 | 3.9% |
| Other values (40) | 225 |
| Value | Count | Frequency (%) |
| 0 | 223 | |
| 1 | 79 | 5.4% |
| 2 | 189 | |
| 3 | 170 | |
| 4 | 117 | |
| 5 | 209 | |
| 7 | 71 | 4.8% |
| 8 | 57 | 3.9% |
| 10 | 72 | 4.9% |
| 11 | 62 | 4.2% |
| Value | Count | Frequency (%) |
| 1111 | 1 | 0.1% |
| 411 | 1 | 0.1% |
| 311 | 1 | 0.1% |
| 211 | 2 | 0.1% |
| 125 | 1 | 0.1% |
| 111 | 7 | |
| 105 | 1 | 0.1% |
| 87 | 1 | 0.1% |
| 83 | 1 | 0.1% |
| 80 | 1 | 0.1% |
LCOM
Real number (ℝ)
ZEROS
| Distinct | 169 |
|---|---|
| Distinct (%) | 11.5% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 112.96744 |
| Minimum | 0 |
|---|---|
| Maximum | 18211 |
| Zeros | 469 |
| Zeros (%) | 31.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 28 |
| 95-th percentile | 425.55 |
| Maximum | 18211 |
| Range | 18211 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 675.5484 |
|---|---|
| Coefficient of variation (CV) | 5.9800278 |
| Kurtosis | 397.50235 |
| Mean | 112.96744 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 17.409187 |
| Sum | 166514 |
| Variance | 456365.64 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 469 | |
| 1 | 175 | 11.9% |
| 3 | 91 | 6.2% |
| 5 | 81 | 5.5% |
| 10 | 60 | 4.1% |
| 13 | 54 | 3.7% |
| 21 | 44 | 3.0% |
| 4 | 32 | 2.2% |
| 55 | 27 | 1.8% |
| 28 | 20 | 1.4% |
| Other values (159) | 421 |
| Value | Count | Frequency (%) |
| 0 | 469 | |
| 1 | 175 | 11.9% |
| 2 | 16 | 1.1% |
| 3 | 91 | 6.2% |
| 4 | 32 | 2.2% |
| 5 | 81 | 5.5% |
| 7 | 5 | 0.3% |
| 8 | 8 | 0.5% |
| 10 | 60 | 4.1% |
| 11 | 14 | 0.9% |
| Value | Count | Frequency (%) |
| 18211 | 1 | |
| 10111 | 1 | |
| 7135 | 1 | |
| 5137 | 1 | |
| 5115 | 2 | |
| 4811 | 1 | |
| 2870 | 1 | |
| 2700 | 1 | |
| 2543 | 1 | |
| 2445 | 1 |
fan-in
Real number (ℝ)
SKEWED ZEROS
| Distinct | 42 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.1071913 |
| Minimum | 0 |
|---|---|
| Maximum | 1111 |
| Zeros | 438 |
| Zeros (%) | 29.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 13 |
| Maximum | 1111 |
| Range | 1111 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 35.817606 |
|---|---|
| Coefficient of variation (CV) | 7.0131711 |
| Kurtosis | 659.43836 |
| Mean | 5.1071913 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 23.55586 |
| Sum | 7528 |
| Variance | 1282.9009 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 1 | 448 | |
| 0 | 438 | |
| 2 | 169 | 11.5% |
| 3 | 93 | 6.3% |
| 5 | 80 | 5.4% |
| 4 | 51 | 3.5% |
| 7 | 34 | 2.3% |
| 10 | 29 | 2.0% |
| 13 | 28 | 1.9% |
| 8 | 18 | 1.2% |
| Other values (32) | 86 | 5.8% |
| Value | Count | Frequency (%) |
| 0 | 438 | |
| 1 | 448 | |
| 2 | 169 | 11.5% |
| 3 | 93 | 6.3% |
| 4 | 51 | 3.5% |
| 5 | 80 | 5.4% |
| 7 | 34 | 2.3% |
| 8 | 18 | 1.2% |
| 10 | 29 | 2.0% |
| 11 | 17 | 1.2% |
| Value | Count | Frequency (%) |
| 1111 | 1 | |
| 511 | 1 | |
| 411 | 1 | |
| 311 | 1 | |
| 211 | 1 | |
| 118 | 1 | |
| 111 | 1 | |
| 104 | 1 | |
| 82 | 1 | |
| 78 | 1 |
fan-out
Real number (ℝ)
ZEROS
| Distinct | 27 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4321574 |
| Minimum | 0 |
|---|---|
| Maximum | 311 |
| Zeros | 382 |
| Zeros (%) | 25.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 12 |
| Maximum | 311 |
| Range | 311 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 15.690613 |
|---|---|
| Coefficient of variation (CV) | 3.540175 |
| Kurtosis | 243.9858 |
| Mean | 4.4321574 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 14.367664 |
| Sum | 6533 |
| Variance | 246.19533 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 0 | 382 | |
| 1 | 252 | |
| 2 | 196 | |
| 3 | 177 | |
| 4 | 109 | 7.4% |
| 5 | 108 | 7.3% |
| 7 | 53 | 3.6% |
| 8 | 45 | 3.1% |
| 11 | 31 | 2.1% |
| 10 | 31 | 2.1% |
| Other values (17) | 90 | 6.1% |
| Value | Count | Frequency (%) |
| 0 | 382 | |
| 1 | 252 | |
| 2 | 196 | |
| 3 | 177 | |
| 4 | 109 | 7.4% |
| 5 | 108 | 7.3% |
| 7 | 53 | 3.6% |
| 8 | 45 | 3.1% |
| 10 | 31 | 2.1% |
| 11 | 31 | 2.1% |
| Value | Count | Frequency (%) |
| 311 | 2 | 0.1% |
| 211 | 2 | 0.1% |
| 111 | 5 | |
| 47 | 1 | 0.1% |
| 37 | 2 | 0.1% |
| 30 | 1 | 0.1% |
| 27 | 3 | |
| 26 | 2 | 0.1% |
| 25 | 5 | |
| 24 | 2 | 0.1% |
LOC
Real number (ℝ)
SKEWED ZEROS
| Distinct | 401 |
|---|---|
| Distinct (%) | 27.2% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1071.7537 |
| Minimum | 0 |
|---|---|
| Maximum | 241111 |
| Zeros | 26 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 13 |
| median | 75 |
| Q3 | 287.75 |
| 95-th percentile | 2646 |
| Maximum | 241111 |
| Range | 241111 |
| Interquartile range (IQR) | 274.75 |
Descriptive statistics
| Standard deviation | 8715.7348 |
|---|---|
| Coefficient of variation (CV) | 8.1322178 |
| Kurtosis | 518.98946 |
| Mean | 1071.7537 |
| Median Absolute Deviation (MAD) | 68 |
| Skewness | 21.121017 |
| Sum | 1579765 |
| Variance | 75964034 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 60 | 4.1% |
| 1 | 45 | 3.1% |
| 13 | 44 | 3.0% |
| 5 | 42 | 2.8% |
| 4 | 34 | 2.3% |
| 3 | 34 | 2.3% |
| 12 | 33 | 2.2% |
| 28 | 31 | 2.1% |
| 20 | 26 | 1.8% |
| 0 | 26 | 1.8% |
| Other values (391) | 1099 |
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 1 | 45 | |
| 2 | 60 | |
| 3 | 34 | |
| 4 | 34 | |
| 5 | 42 | |
| 7 | 14 | 0.9% |
| 8 | 17 | 1.2% |
| 10 | 20 | 1.4% |
| 11 | 16 | 1.1% |
| Value | Count | Frequency (%) |
| 241111 | 1 | |
| 181111 | 1 | |
| 71811 | 1 | |
| 51125 | 1 | |
| 51113 | 1 | |
| 51111 | 1 | |
| 35112 | 1 | |
| 31118 | 1 | |
| 31111 | 1 | |
| 25112 | 1 |
MAXCC
Real number (ℝ)
ZEROS
| Distinct | 38 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2584803 |
| Minimum | 0 |
|---|---|
| Maximum | 311 |
| Zeros | 104 |
| Zeros (%) | 7.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 13 |
| Maximum | 311 |
| Range | 311 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 13.691205 |
|---|---|
| Coefficient of variation (CV) | 3.2150448 |
| Kurtosis | 226.53105 |
| Mean | 4.2584803 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.904443 |
| Sum | 6277 |
| Variance | 187.4491 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 1 | 782 | |
| 2 | 129 | 8.7% |
| 0 | 104 | 7.1% |
| 3 | 100 | 6.8% |
| 5 | 88 | 6.0% |
| 4 | 59 | 4.0% |
| 10 | 35 | 2.4% |
| 7 | 35 | 2.4% |
| 11 | 25 | 1.7% |
| 13 | 22 | 1.5% |
| Other values (28) | 95 | 6.4% |
| Value | Count | Frequency (%) |
| 0 | 104 | 7.1% |
| 1 | 782 | |
| 2 | 129 | 8.7% |
| 3 | 100 | 6.8% |
| 4 | 59 | 4.0% |
| 5 | 88 | 6.0% |
| 7 | 35 | 2.4% |
| 8 | 20 | 1.4% |
| 10 | 35 | 2.4% |
| 11 | 25 | 1.7% |
| Value | Count | Frequency (%) |
| 311 | 1 | 0.1% |
| 211 | 1 | 0.1% |
| 127 | 2 | 0.1% |
| 111 | 5 | |
| 57 | 1 | 0.1% |
| 55 | 1 | 0.1% |
| 53 | 1 | 0.1% |
| 52 | 1 | 0.1% |
| 51 | 1 | 0.1% |
| 45 | 1 | 0.1% |
AVGCC
Real number (ℝ)
ZEROS
| Distinct | 290 |
|---|---|
| Distinct (%) | 19.7% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2252294 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 104 |
| Zeros (%) | 7.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.5555557 |
| median | 1 |
| Q3 | 1.2857123 |
| 95-th percentile | 3.3333333 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 0.7301566 |
Descriptive statistics
| Standard deviation | 1.39625 |
|---|---|
| Coefficient of variation (CV) | 1.1395826 |
| Kurtosis | 47.01528 |
| Mean | 1.2252294 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 5.3500323 |
| Sum | 1805.9881 |
| Variance | 1.9495141 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 380 | |
| 0.5 | 138 | 9.4% |
| 0 | 104 | 7.1% |
| 0.5555557 | 82 | 5.6% |
| 0.8 | 49 | 3.3% |
| 0.75 | 41 | 2.8% |
| 0.85712287 | 38 | 2.6% |
| 0.8333333 | 22 | 1.5% |
| 0.33333334 | 22 | 1.5% |
| 1.5 | 21 | 1.4% |
| Other values (280) | 577 |
| Value | Count | Frequency (%) |
| 0 | 104 | |
| 0.11 | 3 | 0.2% |
| 0.11011011 | 9 | 0.6% |
| 0.110475111 | 1 | 0.1% |
| 0.110525 | 1 | 0.1% |
| 0.11135557 | 3 | 0.2% |
| 0.11210755 | 3 | 0.2% |
| 0.11244444 | 3 | 0.2% |
| 0.112607511 | 5 | 0.3% |
| 0.112735844 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 21 | 1 | |
| 13.3584111 | 2 | |
| 12 | 1 | |
| 11.833333 | 1 | |
| 11.5 | 1 | |
| 11 | 1 | |
| 10.857122 | 1 | |
| 10.333333 | 1 | |
| 8 | 2 | |
| 7.875 | 1 |
BUGS
Real number (ℝ)
ZEROS
| Distinct | 22 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2571235 |
| Minimum | 0 |
|---|---|
| Maximum | 52 |
| Zeros | 892 |
| Zeros (%) | 60.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 5 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 3.4157049 |
|---|---|
| Coefficient of variation (CV) | 2.7170799 |
| Kurtosis | 69.047825 |
| Mean | 1.2571235 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.9719841 |
| Sum | 1853 |
| Variance | 11.66704 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 0 | 892 | |
| 1 | 238 | 16.1% |
| 2 | 194 | 13.2% |
| 3 | 36 | 2.4% |
| 5 | 27 | 1.8% |
| 4 | 20 | 1.4% |
| 8 | 12 | 0.8% |
| 7 | 11 | 0.7% |
| 13 | 10 | 0.7% |
| 10 | 9 | 0.6% |
| Other values (12) | 25 | 1.7% |
| Value | Count | Frequency (%) |
| 0 | 892 | |
| 1 | 238 | 16.1% |
| 2 | 194 | 13.2% |
| 3 | 36 | 2.4% |
| 4 | 20 | 1.4% |
| 5 | 27 | 1.8% |
| 7 | 11 | 0.7% |
| 8 | 12 | 0.8% |
| 10 | 9 | 0.6% |
| 11 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 52 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 37 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| 31 | 1 | 0.1% |
| 24 | 2 | |
| 21 | 3 | |
| 20 | 1 | 0.1% |
| 18 | 2 | |
| 17 | 2 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| System | WMC | DIT | NOC | CBO | LCOM | fan-in | fan-out | LOC | MAXCC | AVGCC | BUGS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ant | 5.0 | 1.0 | 2.0 | 5.0 | 13.0 | 3.0 | 3.0 | 127.0 | 12.0 | 3.333333 | 1.0 |
| 1 | ant | 52.0 | 1.0 | 0.0 | 27.0 | 753.0 | 10.0 | 17.0 | 2272.0 | 5.0 | 1.322581 | 1.0 |
| 2 | ant | 4.0 | 1.0 | 0.0 | 2.0 | 5.0 | 1.0 | 1.0 | 4.0 | 1.0 | 1.000000 | 0.0 |
| 3 | ant | 3.0 | 1.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 1.0 | 1.000000 | 2.0 |
| 4 | ant | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8.0 | 0.0 | 0.000000 | 0.0 |
| 5 | ant | 22.0 | 1.0 | 0.0 | 0.0 | 261.0 | 0.0 | 0.0 | 22.0 | 1.0 | 1.000000 | 0.0 |
| 6 | ant | 4.0 | 1.0 | 0.0 | 0.0 | 5.0 | 0.0 | 0.0 | 4.0 | 1.0 | 1.000000 | 0.0 |
| 7 | ant | 13.0 | 4.0 | 0.0 | 2.0 | 105.0 | 0.0 | 2.0 | 125.0 | 3.0 | 1.133333 | 0.0 |
| 8 | ant | 2.0 | 1.0 | 0.0 | 2.0 | 1.0 | 1.0 | 1.0 | 2.0 | 1.0 | 1.000000 | 0.0 |
| 9 | ant | 2.0 | 1.0 | 0.0 | 3.0 | 1.0 | 0.0 | 3.0 | 10.0 | 1.0 | 0.500000 | 0.0 |
| System | WMC | DIT | NOC | CBO | LCOM | fan-in | fan-out | LOC | MAXCC | AVGCC | BUGS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1465 | ant | 3.0 | 2.0 | 0.0 | 2.0 | 0.0 | 1.0 | 1.0 | 25.0 | 2.0 | 1.000000 | 0.0 |
| 1466 | ant | 12.0 | 4.0 | 0.0 | 8.0 | 55.0 | 0.0 | 8.0 | 130.0 | 2.0 | 1.000000 | 0.0 |
| 1467 | ant | 4.0 | 1.0 | 0.0 | 2.0 | 0.0 | 0.0 | 2.0 | 111.0 | 1.0 | 0.750000 | 0.0 |
| 1468 | ant | 12.0 | 1.0 | 0.0 | 4.0 | 81.0 | 1.0 | 3.0 | 260.0 | 5.0 | 1.571228 | 0.0 |
| 1469 | ant | 4.0 | 1.0 | 0.0 | 8.0 | 5.0 | 7.0 | 1.0 | 13.0 | 1.0 | 0.750000 | 0.0 |
| 1470 | ant | 3.0 | 2.0 | 0.0 | 2.0 | 3.0 | 1.0 | 1.0 | 30.0 | 1.0 | 0.333333 | 0.0 |
| 1471 | ant | 34.0 | 3.0 | 0.0 | 11.0 | 435.0 | 0.0 | 11.0 | 1020.0 | 45.0 | 3.058826 | 1.0 |
| 1472 | ant | 7.0 | 2.0 | 1.0 | 87.0 | 0.0 | 82.0 | 5.0 | 70.0 | 2.0 | 1.000000 | 0.0 |
| 1473 | ant | 42.0 | 1.0 | 0.0 | 25.0 | 553.0 | 5.0 | 111.0 | 1212.0 | 40.0 | 2.251110 | 2.0 |
| 1474 | ------WebKitFormBoundaryIaolhmaqDHSCmiac-- | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
Most frequently occurring
| System | WMC | DIT | NOC | CBO | LCOM | fan-in | fan-out | LOC | MAXCC | AVGCC | BUGS | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24 | ant | 2.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 2.0 | 1.0 | 1.000000 | 0.0 | 24 |
| 62 | ant | 4.0 | 1.0 | 0.0 | 0.0 | 5.0 | 0.0 | 0.0 | 4.0 | 1.0 | 1.000000 | 0.0 | 12 |
| 28 | ant | 2.0 | 1.0 | 0.0 | 2.0 | 1.0 | 1.0 | 1.0 | 2.0 | 1.0 | 1.000000 | 1.0 | 11 |
| 92 | ant | 7.0 | 4.0 | 0.0 | 3.0 | 21.0 | 0.0 | 3.0 | 311.0 | 1.0 | 0.857123 | 2.0 | 11 |
| 31 | ant | 2.0 | 1.0 | 0.0 | 4.0 | 0.0 | 1.0 | 3.0 | 28.0 | 1.0 | 0.500000 | 0.0 | 10 |
| 49 | ant | 3.0 | 1.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 3.0 | 1.0 | 1.000000 | 0.0 | 10 |
| 7 | ant | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.000000 | 0.0 | 9 |
| 64 | ant | 4.0 | 1.0 | 0.0 | 2.0 | 5.0 | 1.0 | 1.0 | 4.0 | 1.0 | 1.000000 | 1.0 | 8 |
| 73 | ant | 5.0 | 1.0 | 0.0 | 0.0 | 13.0 | 0.0 | 0.0 | 5.0 | 1.0 | 1.000000 | 0.0 | 8 |
| 27 | ant | 2.0 | 1.0 | 0.0 | 2.0 | 1.0 | 1.0 | 1.0 | 2.0 | 1.0 | 1.000000 | 0.0 | 7 |